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Models/MMOS-CODE-34B(0-shot)

MMOS-CODE-34B(0-shot)

Reported on 18 benchmarks across 5 tasks · 1 paper

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Knowledge Base8 results

  • Mathematical Question AnsweringonMATH
    Accuracy· uses extra data· 2024-02-23
    49.5
    best: 89.7 (Gemini 2.0 Flash Experimental)
    An Empirical Study of Data Ability Boundary in LLMs' Math ReasoningarXiv:2403.00799
  • Mathematical Question AnsweringonMATH
    Parameters (Billions)· uses extra data· 2024-02-23
    34
    best: 540 (Minerva 540B)
    An Empirical Study of Data Ability Boundary in LLMs' Math ReasoningarXiv:2403.00799
  • Mathematical Question AnsweringonASDiv-A
    Execution Accuracy· uses extra data· 2024-02-23
    85.1
    best: 91 (ATHENA (roberta-large))
    An Empirical Study of Data Ability Boundary in LLMs' Math ReasoningarXiv:2403.00799
  • Mathematical Question AnsweringonSVAMP
    Execution Accuracy· uses extra data· 2024-02-23
    80.6
    best: 93.9 (GPT-4 (Teaching-Inspired))
    An Empirical Study of Data Ability Boundary in LLMs' Math ReasoningarXiv:2403.00799
  • Mathematical ReasoningonMATH
    Accuracy· uses extra data· 2024-02-23
    49.5
    best: 89.7 (Gemini 2.0 Flash Experimental)
    An Empirical Study of Data Ability Boundary in LLMs' Math ReasoningarXiv:2403.00799
  • Mathematical ReasoningonMATH
    Parameters (Billions)· uses extra data· 2024-02-23
    34
    best: 540 (Minerva 540B)
    An Empirical Study of Data Ability Boundary in LLMs' Math ReasoningarXiv:2403.00799
  • Mathematical ReasoningonASDiv-A
    Execution Accuracy· uses extra data· 2024-02-23
    85.1
    best: 91 (ATHENA (roberta-large))
    An Empirical Study of Data Ability Boundary in LLMs' Math ReasoningarXiv:2403.00799
  • Mathematical ReasoningonSVAMP
    Execution Accuracy· uses extra data· 2024-02-23
    80.6
    best: 93.9 (GPT-4 (Teaching-Inspired))
    An Empirical Study of Data Ability Boundary in LLMs' Math ReasoningarXiv:2403.00799

Reasoning6 results

  • Math Word Problem SolvingonMATH
    Accuracy· uses extra data· 2024-02-23
    49.5
    best: 89.7 (Gemini 2.0 Flash Experimental)
    An Empirical Study of Data Ability Boundary in LLMs' Math ReasoningarXiv:2403.00799
  • Math Word Problem SolvingonMATH
    Parameters (Billions)· uses extra data· 2024-02-23
    34
    best: 540 (Minerva 540B)
    An Empirical Study of Data Ability Boundary in LLMs' Math ReasoningarXiv:2403.00799
  • Math Word Problem SolvingonASDiv-A
    Execution Accuracy· uses extra data· 2024-02-23
    85.1
    best: 91 (ATHENA (roberta-large))
    An Empirical Study of Data Ability Boundary in LLMs' Math ReasoningarXiv:2403.00799
  • Math Word Problem SolvingonSVAMP
    Execution Accuracy· uses extra data· 2024-02-23
    80.6
    best: 93.9 (GPT-4 (Teaching-Inspired))
    An Empirical Study of Data Ability Boundary in LLMs' Math ReasoningarXiv:2403.00799
  • Arithmetic ReasoningonGSM8K
    Accuracy· uses extra data· 2024-02-23
    80.4
    best: 97.72 (Claude 3.5 Sonnet (HPT))
    An Empirical Study of Data Ability Boundary in LLMs' Math ReasoningarXiv:2403.00799
  • Arithmetic ReasoningonGSM8K
    Parameters (Billion)· uses extra data· 2024-02-23
    34
    best: 540 (PaLM 540B (Self Improvement, Self Consistency))
    An Empirical Study of Data Ability Boundary in LLMs' Math ReasoningarXiv:2403.00799

Natural Language Processing4 results

  • Question AnsweringonMATH
    Accuracy· uses extra data· 2024-02-23
    49.5
    best: 89.7 (Gemini 2.0 Flash Experimental)
    An Empirical Study of Data Ability Boundary in LLMs' Math ReasoningarXiv:2403.00799
  • Question AnsweringonMATH
    Parameters (Billions)· uses extra data· 2024-02-23
    34
    best: 540 (Minerva 540B)
    An Empirical Study of Data Ability Boundary in LLMs' Math ReasoningarXiv:2403.00799
  • Question AnsweringonASDiv-A
    Execution Accuracy· uses extra data· 2024-02-23
    85.1
    best: 91 (ATHENA (roberta-large))
    An Empirical Study of Data Ability Boundary in LLMs' Math ReasoningarXiv:2403.00799
  • Question AnsweringonSVAMP
    Execution Accuracy· uses extra data· 2024-02-23
    80.6
    best: 93.9 (GPT-4 (Teaching-Inspired))
    An Empirical Study of Data Ability Boundary in LLMs' Math ReasoningarXiv:2403.00799